Quantile VARs and Macroeconomic Risk Forecasting Staff Working Paper 2025-4 Stéphane Surprenant This paper provides an extensive evaluation of the performance of quantile vector autoregression (QVAR) to forecast macroeconomic risk. Generally, QVAR outperforms standard benchmark models. Moreover, QVAR and QVAR augmented with factors perform equally well. Both are adequate for modeling macroeconomic risks. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles JEL Code(s): C, C5, C53, C55, E, E3, E37
Forecasting GDP Growth Using Artificial Neural Networks Staff Working Paper 1999-3 Greg Tkacz, Sarah Hu Financial and monetary variables have long been known to contain useful leading information regarding economic activity. In this paper, the authors wish to determine whether the forecasting performance of such variables can be improved using neural network models. The main findings are that, at the 1-quarter forecasting horizon, neural networks yield no significant forecast improvements. […] Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Monetary and financial indicators JEL Code(s): C, C4, C45, E, E3, E37, E4, E44
November 28, 2017 Shoring Up the Foundations for a More Resilient Banking System: The Development of Basel III Financial System Review - November 2017 Sheryl King, Alexandra Lai, Tamara Gomes The authors trace the development of the Basel III standards for banking regulation. Basel III builds on two earlier frameworks, in response to weaknesses revealed during the global financial crisis. They highlight how implementation of the standards will underpin greater financial stability and provide a sound foundation for economic growth. Content Type(s): Publications, Financial System Review articles Research Topic(s): Financial institutions, Financial stability, Financial system regulation and policies JEL Code(s): G, G1, G2, G21, G28
October 22, 2006 Bank of Canada Review - Autumn 2006 Cover page The "pretended" Bank of Upper Canada — Kingston (1819-22) The note is part of the National Currency Collection of the Bank of Canada. Photography by Gord Carter Content Type(s): Publications, Bank of Canada Review
On the Nexus of Monetary Policy and Financial Stability: Effectiveness of Macroprudential Tools in Building Resilience and Mitigating Financial Imbalances Staff Discussion Paper 2016-11 H. Evren Damar, Miguel Molico This paper reviews the Canadian and international evidence of the effectiveness of macroprudential policy measures in building resilience and mitigating financial imbalances. The analysis concludes that these measures have broadly achieved their goal of increasing the overall resilience of the financial system to the buildup of imbalances and increasing the financial system’s ability to withstand adverse shocks. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Credit and credit aggregates, Financial stability, Financial system regulation and policies JEL Code(s): E, E5, E51, E58, G, G1, G18, G2, G28
December 21, 2008 Credit, Asset Prices, and Financial Stress in Canada Financial System Review - December 2008 Miroslav Misina, Pierre St-Amant, Greg Tkacz Content Type(s): Publications, Financial System Review articles
Do Sunspots Matter? Evidence from an Experimental Study of Bank Runs Staff Working Paper 2014-12 Jasmina Arifovic, Janet Hua Jiang A "sunspot" is a variable that has no direct impact on the economy’s fundamental condition, such as preferences, endowments or technologies, but may nonetheless affect economic outcomes through the expectations channel as a coordination device. This paper investigates how people react to sunspots in the context of a bank-run game in a controlled laboratory environment. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Financial stability JEL Code(s): C, C9, C91, C92, D, D8, D80, E, E5, E58, G, G2, G20
Non-Linearities, Model Uncertainty, and Macro Stress Testing Staff Working Paper 2008-30 Miroslav Misina, David Tessier A distinguishing feature of macro stress testing exercises is the use of macroeconomic models in scenario design and implementation. It is widely agreed that scenarios should be based on "rare but plausible" events that have either resulted in vulnerabilities in the past or could do so in the future. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial stability JEL Code(s): C, C1, C15, G, G2, G21, G3, G33
Evaluating the Effects of Forward Guidance and Large-scale Asset Purchases Staff Working Paper 2021-54 Xu Zhang I propose a novel method to identify and estimate the macroeconomic effects of forward guidance and large-scale asset purchases (LSAP) for each FOMC announcement. I find that LSAP is more important than forward guidance in influencing output and inflation. LSAP puts upward pressure on short-term yields, so it should always be used in conjunction with forward guidance. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Central bank research, Econometric and statistical methods, Interest rates JEL Code(s): E, E5, G, G0
June 21, 2006 Using High-Frequency Data to Model Volatility Dynamics Financial System Review - June 2006 Gregory Bauer Content Type(s): Publications, Financial System Review articles